Multi-Scale Sampling Based MLP Networks for Anomaly Detection in Multivariate Time Series. - Haojie Li; Hongzuo Xu; Wei Peng 005; Chiran Shen; Xianwen Qiu (ICPADS, 2023)

Spatio-Temporal Mixed Graph Neural Controlled Differential Equations with Adaptive Connection Sampling for Irregular Multivariate Time Series Anomaly Detection. - Xudong Jia 002; Wei Peng 005; Chiran Shen; Baokang Zhao; Peng Xun (ICASSP, 2025)

Deep anomaly detection for time series: A survey. - Xudong Jia 002; Peng Xun; Wei Peng 005; Baokang Zhao; Haojie Li; Chiran Shen (Comput. Sci. Rev., 2025)

MultiverseAD: Enhancing spatial-temporal synchronous attention networks with causal knowledge for multivariate time series anomaly detection. - Xudong Jia 002; Defu Cao; Niangxi Zhuang; Wei Peng 005; Baokang Zhao; Peng Xun; Haojie Li; Chiran Shen (Neural Networks, 2025)